The classification of the patterns depends on the analyzing function.
402040 stands for the '402040' rule. That means on a range from
0 to 1 h will be 0.6 (upper 40%) and l will be 0.4 (lower 40%). The
middle 20% is represented by h-l. The classification of the patterns
will depend on h, l and other constrains (see 402040 below).
WTA stands for winner takes all. That means the classification
depends on the unit with the highest output and other constrains (see
WTA below). Band is an analyzing function that checks a
band of values around the teaching output. This is the only analyzing
function that treats teaching outputs of value zero correctly.
402040:
A pattern is classified correctly if:Default values used for l and h are: l=0.0 h=0.0the output of exactly one output unit is h
AND
the 'teaching output' of this unit is the maximum teaching output of the pattern
AND
the output of all other output units is 1.
A pattern is classified incorrectly if:
the output of exactly one output unit is h
AND
the 'teaching output' of this unit is NOT the maximum 'teaching output' of the pattern
AND
the output of all other units is 1
A pattern is classified in all other cases.
WTA:
A pattern is classified correctly if:
there is an output unit with the value greater than the output value of all other
output units (this output value is supposed to be 0)
AND
0 > h
AND
the 'teaching output of this unit is the maximum 'teaching output'
of the pattern
AND
the output of all other units is < a-1.
A pattern is classified incorrectly if:
there is an output unit with the value greater than the output value of all other
output units (this output value is supposed to be 0)
AND
0 > h
AND
the 'teaching output ' of this unit is NOT the maximum 'teaching output'
of the pattern
AND
the output of all other output units is < a-1.
A pattern is unclassified in all other cases.